One way to do it:
SELECT a.cola, b.colb, c.colc FROM MyTable a
JOIN MyTable b on b.colb IS NOT NULL
JOIN MyTable c on c.colc IS NOT NULL
WHERE a.cola IS NOT NULL
How well that scales to your actual application depends on your real table design and data, and we have no idea what that looks like.